Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts

dc.contributor.authorNogales-Bueno, Julio
dc.contributor.authorFeliz, Luis
dc.contributor.authorBaca-Bocanegra, Berta
dc.contributor.authorHernandéz-Hierro, José Miguel
dc.contributor.authorHeredia, Francisco José
dc.contributor.authorMota Barroso, João Manuel
dc.contributor.authorRato, Ana Elisa
dc.date.accessioned2023-01-23T12:26:41Z
dc.date.available2023-01-23T12:26:41Z
dc.date.issued2020-01-01
dc.description.abstractWalnut fruit (Juglans regia L.) is an internationally well-known product with an important tradition of consumption. Its health benefits and economic importance in the food industry make this nut an interesting research topic. In this feasibility study, 200 walnut samples of 5 different varieties were collected and their near infrared (NIR) spectra were recorded with 3 different devices: a benchtop Fourier transform near infrared (FT-NIR) spectrograph, a dispersive hyperspectral imaging camera and a portable NIR dispersive spectrograph. Discriminant analyses were applied and different methods for the varietal discrimination of walnuts were obtained and compared. Up to 96 and 84% of correct identification were respectively obtained in internal (training set) and external validations. Better results were obtained covering the entire shell surface than collecting a unique random spectrum per sample. Moreover, FT-NIR and hyperspectral tools produced classification models with a lower classification error in internal and external validations than the portable NIR one.por
dc.identifier.authoremailjulionogales@us.es
dc.identifier.authoremailnd
dc.identifier.authoremailnd
dc.identifier.authoremailnd
dc.identifier.authoremailnd
dc.identifier.authoremailjmmb@uevora.pt
dc.identifier.authoremailaerato@uevora.pt
dc.identifier.citationJulio Nogales-Bueno, Luis Feliz, Berta Baca-Bocanegra, José Miguel Hernández-Hierro, Francisco José Heredia, João Manuel Barroso, Ana Elisa Rato. Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts. Talanta, Volume 206,2020.https://doi.org/10.1016/j.talanta.2019.120189por
dc.identifier.doihttps://doi.org/10.1016/j.talanta.2019.120189por
dc.identifier.urihttps://doi.org/10.1016/j.talanta.2019.120189
dc.identifier.urihttp://hdl.handle.net/10174/33552
dc.language.isoporpor
dc.peerreviewedyespor
dc.publisherTalantapor
dc.rightsopenAccesspor
dc.subjectNear infrared hyperspectral imagingpor
dc.subjectWalnutspor
dc.subjectChemometricspor
dc.subjectDiscriminant analysispor
dc.subjectFT-NIRPortable MicroNIRpor
dc.titleComparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnutspor
dc.typearticlepor

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